{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "baseline_dir = \"experiments/baseline_fh\"\n",
    "samplepairing_dir = \"experiments/samplepairing_fh\"\n",
    "randomsamplepairing_dir = \"experiments/randomsamplepairing_fh\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_list = []\n",
    "for exp in ['baseline', 'samplepairing', 'randomsamplepairing']:\n",
    "    for cv in ['train', 'valid']:\n",
    "        for metric in ['loss', 'error']:\n",
    "            df = pd.read_csv(\"experiments/{}_fh/{}_{}.csv\".format(exp, cv, metric))\n",
    "            df['experiment'] = exp\n",
    "            df['dataset'] = cv\n",
    "            df['metric'] = metric\n",
    "            \n",
    "            df_list.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "master_df = pd.concat(df_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = master_df.groupby(['dataset', 'metric'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ls_dict = {\n",
    "    'train': '-',\n",
    "    'valid': '--'\n",
    "}\n",
    "\n",
    "fig, ax = plt.subplots(2, 3, figsize=(15, 6), facecolor='white')\n",
    "\n",
    "baseline_df = master_df[lambda x: x.experiment == 'baseline'][lambda x: x.metric == 'loss']\n",
    "g = baseline_df.groupby('dataset')\n",
    "\n",
    "for label, data in g:\n",
    "    ax[0][0].plot(data.Step, data.Value, label=label, linestyle=ls_dict[label], color='blue')\n",
    "    ax[1][0].plot(data.Step, data.Value, label=label, linestyle=ls_dict[label], color='blue')\n",
    "    \n",
    "    ax[0][0].legend(loc='upper right')\n",
    "    ax[1][0].legend(loc='upper right')\n",
    "    \n",
    "    ax[0][0].set_title(\"Baseline\")\n",
    "    ax[1][0].set_title(\"Baseline after epoch 80\")\n",
    "    \n",
    "    ax[0][0].set_xlabel(\"epochs\")\n",
    "    ax[0][0].set_ylabel(\"loss\")\n",
    "    ax[1][0].set_xlabel(\"epochs\")\n",
    "    ax[1][0].set_ylabel(\"loss\")\n",
    "    \n",
    "    ax[1][0].set_xlim(80, 100)\n",
    "    ax[1][0].set_ylim(0, 0.2)\n",
    "    \n",
    "samplepairing_df = master_df[lambda x: x.experiment == 'samplepairing'][lambda x: x.metric == 'loss']\n",
    "g = samplepairing_df.groupby('dataset')\n",
    "for label, data in g:\n",
    "    ax[0][1].plot(data.Step, data.Value, label=label, linestyle=ls_dict[label], color='red')\n",
    "    ax[1][1].plot(data.Step, data.Value, label=label, linestyle=ls_dict[label], color='red')\n",
    "    \n",
    "    ax[0][1].legend(loc='upper right')\n",
    "    ax[1][1].legend(loc='upper right')\n",
    "    \n",
    "    ax[0][1].set_title(\"Sample Pairing\")\n",
    "    ax[1][1].set_title(\"Sample Pairing after epoch 80\")\n",
    "    \n",
    "    ax[0][1].set_xlabel(\"epochs\")\n",
    "    ax[0][1].set_ylabel(\"loss\")\n",
    "    ax[1][1].set_xlabel(\"epochs\")\n",
    "    ax[1][1].set_ylabel(\"loss\")\n",
    "    \n",
    "    ax[1][1].set_xlim(80, 100)\n",
    "    ax[1][1].set_ylim(0, 0.2)\n",
    "    \n",
    "randomsamplepairing_df = master_df[lambda x: x.experiment == 'randomsamplepairing'][lambda x: x.metric == 'loss']\n",
    "g = randomsamplepairing_df.groupby('dataset')\n",
    "for label, data in g:\n",
    "    ax[0][2].plot(data.Step, data.Value, label=label, linestyle=ls_dict[label], color='purple')\n",
    "    ax[1][2].plot(data.Step, data.Value, label=label, linestyle=ls_dict[label], color='purple')\n",
    "    \n",
    "    ax[0][2].legend(loc='upper right')\n",
    "    ax[1][2].legend(loc='upper right')\n",
    "    \n",
    "    ax[0][2].set_title(\"Random Sample Pairing\")\n",
    "    ax[1][2].set_title(\"Random Sample Pairing after epoch 80\")\n",
    "    \n",
    "    ax[0][2].set_xlabel(\"epochs\")\n",
    "    ax[0][2].set_ylabel(\"loss\")\n",
    "    ax[1][2].set_xlabel(\"epochs\")\n",
    "    ax[1][2].set_ylabel(\"loss\")\n",
    "    \n",
    "    ax[1][2].set_xlim(80, 100)\n",
    "    ax[1][2].set_ylim(0, 0.2)\n",
    "    \n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(15, 6), facecolor='white')\n",
    "baseline_error = master_df[lambda x: x.experiment == 'baseline'][lambda x: x.dataset == 'valid'][lambda x: x.metric == 'loss']\n",
    "samplepairing_error = master_df[lambda x: x.experiment == 'samplepairing'][lambda x: x.dataset == 'valid'][lambda x: x.metric == 'loss']\n",
    "randomsamplepairing_error = master_df[lambda x: x.experiment == 'randomsamplepairing'][lambda x: x.dataset == 'valid'][lambda x: x.metric == 'loss']\n",
    "ax[0].plot(baseline_error.Step, baseline_error.Value, c='blue', label=\"baseline\")\n",
    "ax[0].plot(samplepairing_error.Step, samplepairing_error.Value, c='red', label=\"sample pairing\")\n",
    "ax[0].plot(randomsamplepairing_error.Step, randomsamplepairing_error.Value, c='purple', label=\"random sample pairing (p=0.5)\")\n",
    "\n",
    "ax[1].plot(baseline_error.Step, baseline_error.Value, c='blue', label=\"baseline\")\n",
    "ax[1].plot(samplepairing_error.Step, samplepairing_error.Value, c='red', label=\"sample pairing\")\n",
    "ax[1].plot(randomsamplepairing_error.Step, randomsamplepairing_error.Value, c='purple', label=\"random sample pairing (p=0.5)\")\n",
    "\n",
    "ax[1].set_xlim(80, 100)\n",
    "ax[1].set_ylim(0, 0.6)\n",
    "\n",
    "ax[0].set_ylabel(\"validation loss\")\n",
    "ax[0].set_ylabel(\"validation loss\")\n",
    "\n",
    "ax[0].legend()\n",
    "ax[1].legend()\n",
    "\n",
    "ax[0].set_title(\"Validation Loss\")\n",
    "ax[1].set_title(\"Validation Loss after epoch 80 (finetuning from epoch 90)\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "randomsamplepairing_test_error = 0.022\n",
    "randomsamplepairing_test_loss = 0.06466\n",
    "samplepairing_test_error = 0.038\n",
    "samplepairing_test_loss = 0.09586\n",
    "baseline_test_error = 0.038\n",
    "baseline_test_loss = 0.17100 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(12, 3), facecolor='white')\n",
    "ax[0].bar(['baseline', 'sample pairing', 'random sample pairing'], [baseline_test_error, samplepairing_test_error, randomsamplepairing_test_error], color=['blue', 'red'], alpha=0.5)\n",
    "ax[0].set_title(\"Test Error\")\n",
    "ax[1].bar(['baseline', 'sample pairing', 'random sample pairing'], [baseline_test_loss, samplepairing_test_loss, randomsamplepairing_test_loss], color=['blue', 'red'], alpha=0.5)\n",
    "ax[1].set_title(\"Test Loss\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
